Overview of Model Garden | Generative AI on Vertex AI

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tooltip>Tutorial: Deploy and inference Gemma (GPU)</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/model-garden/deploy-and-inference-tutorial-tpu" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-garden/deploy-and-inference-tutorial-tpu" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-garden/deploy-and-inference-tutorial-tpu" ><span class="devsite-nav-text" tooltip>Tutorial: Deploy and inference Gemma (TPU)</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-llama" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/open-models/use-llama" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-llama" ><span class="devsite-nav-text" tooltip>Open LLaMa</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-hugging-face-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/open-models/use-hugging-face-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-hugging-face-models" ><span class="devsite-nav-text" tooltip>Hugging Face text generation models</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/open-models/use-hex-llm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/open-models/use-hex-llm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/open-models/use-hex-llm" ><span class="devsite-nav-text" tooltip>Hex-LLM</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Partner models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/use-partner-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/use-partner-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/use-partner-models" ><span class="devsite-nav-text" tooltip>Model as a Service (MaaS) overview</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/partner-models/ai21" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/ai21" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/ai21" ><span class="devsite-nav-text" tooltip>AI21 Labs</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/use-claude" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/use-claude" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/use-claude" ><span class="devsite-nav-text" tooltip>Anthropic's Claude</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Llama</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/llama" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/llama" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/llama" ><span class="devsite-nav-text" tooltip>Llama models</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/partner-models/llama-batch" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/llama-batch" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/llama-batch" ><span class="devsite-nav-text" tooltip>Batch predictions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/partner-models/mistral" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/partner-models/mistral" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/partner-models/mistral" ><span class="devsite-nav-text" tooltip>Mistral AI</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Capabilities</span> </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/send-chat-prompts-gemini" ><span class="devsite-nav-text" tooltip>Text generation</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/batch-prediction-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/batch-prediction-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/batch-prediction-gemini" ><span class="devsite-nav-text" tooltip>Batch prediction</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/image-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/image-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/image-understanding" ><span class="devsite-nav-text" tooltip>Image understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/video-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/video-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/video-understanding" ><span class="devsite-nav-text" tooltip>Video understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/audio-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/audio-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/audio-understanding" ><span class="devsite-nav-text" tooltip>Audio understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/document-understanding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/document-understanding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/document-understanding" ><span class="devsite-nav-text" tooltip>Document understanding</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/system-instruction-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/system-instruction-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/system-instruction-introduction" ><span class="devsite-nav-text" tooltip>System instructions</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/function-calling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/function-calling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/function-calling" ><span class="devsite-nav-text" tooltip>Function calling</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/control-generated-output" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/control-generated-output" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/control-generated-output" ><span class="devsite-nav-text" tooltip>Controlled generation</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/content-generation-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/content-generation-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/content-generation-parameters" ><span class="devsite-nav-text" tooltip>Content generation parameters</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/long-context" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/long-context" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/long-context" ><span class="devsite-nav-text" tooltip>Long context</span></a></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Context caching</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-create" ><span class="devsite-nav-text" tooltip>Create a context cache</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-use" ><span class="devsite-nav-text" tooltip>Use a context cache</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-getinfo" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-getinfo" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-getinfo" ><span class="devsite-nav-text" tooltip>Get context cache information</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-update" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-update" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-update" ><span class="devsite-nav-text" tooltip>Update a context cache</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/context-cache/context-cache-delete" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/context-cache/context-cache-delete" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/context-cache/context-cache-delete" ><span class="devsite-nav-text" tooltip>Delete a context cache</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Fine-tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-models" ><span class="devsite-nav-text" tooltip>Introduction to tuning</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Gemini models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Supervised fine-tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/gemini-supervised-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning" ><span class="devsite-nav-text" tooltip>About supervised fine-tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning-prepare" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/gemini-supervised-tuning-prepare" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/gemini-supervised-tuning-prepare" ><span class="devsite-nav-text" tooltip>Prepare your data</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/gemini-use-supervised-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/gemini-use-supervised-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/gemini-use-supervised-tuning" ><span class="devsite-nav-text" tooltip>Use supervised fine-tuning</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Supported modalities</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/text_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/text_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/text_tune" ><span class="devsite-nav-text" tooltip>Text tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/doc_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/doc_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/doc_tune" ><span class="devsite-nav-text" tooltip>Document tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/image_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/image_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/image_tune" ><span class="devsite-nav-text" tooltip>Image tuning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/audio_tune" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/audio_tune" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/audio_tune" ><span class="devsite-nav-text" tooltip>Audio tuning</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn" ><span class="devsite-nav-text" tooltip>Examples for tuning Gemini text models</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/migrate-tuned-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/migrate-tuned-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/migrate-tuned-models" ><span class="devsite-nav-text" tooltip>Migrate from legacy models</span></a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Embeddings models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/tune-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-embeddings" ><span class="devsite-nav-text" tooltip>Tune text embeddings models</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-limited"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Imagen models</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/fine-tune-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/fine-tune-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/fine-tune-model" ><span class="devsite-nav-text" tooltip>Tune a subject model</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/fine-tune-style" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/fine-tune-style" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/fine-tune-style" ><span class="devsite-nav-text" tooltip>Create a custom style model</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/model-garden/lora-qlora" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-garden/lora-qlora" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-garden/lora-qlora" ><span class="devsite-nav-text" tooltip>Tuning recommendations with LoRA and QLoRA</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Evaluation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/evaluation-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/evaluation-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/evaluation-overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/evaluation-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/evaluation-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/evaluation-quickstart" ><span class="devsite-nav-text" tooltip>Quickstart: Gen AI evaluation workflow</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/determine-eval" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/determine-eval" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/determine-eval" ><span class="devsite-nav-text" tooltip>Define your evaluation metrics</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/evaluation-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/evaluation-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/evaluation-dataset" ><span class="devsite-nav-text" tooltip>Prepare your evaluation dataset</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/run-evaluation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/run-evaluation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/run-evaluation" ><span class="devsite-nav-text" tooltip>Run an evaluation</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/view-evaluation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/view-evaluation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/view-evaluation" ><span class="devsite-nav-text" tooltip>View and interpret your evaluation results</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/metrics-templates" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/metrics-templates" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/metrics-templates" ><span class="devsite-nav-text" tooltip>Reference: Model-based metrics templates</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Other evaluation documentation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/side-by-side-eval" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/side-by-side-eval" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/side-by-side-eval" ><span class="devsite-nav-text" tooltip>Run AutoSxS pipeline</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/models/computation-based-eval-pipeline" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/computation-based-eval-pipeline" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/computation-based-eval-pipeline" ><span class="devsite-nav-text" tooltip>Run a computation-based evaluation pipeline</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Grounding</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/grounding/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/grounding/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/grounding/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/ground-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/ground-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/ground-gemini" ><span class="devsite-nav-text" tooltip>Ground Gemini responses</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/grounding-search-suggestions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/grounding-search-suggestions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/grounding-search-suggestions" ><span class="devsite-nav-text" tooltip>Use Google Search Suggestions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/ground-responses-using-rag" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/ground-responses-using-rag" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/ground-responses-using-rag" ><span class="devsite-nav-text" tooltip>Ground responses using RAG</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Safety</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/responsible-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/responsible-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/responsible-ai" ><span class="devsite-nav-text" tooltip>Responsible AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/safety-system-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/safety-system-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/safety-system-instructions" ><span class="devsite-nav-text" tooltip>System instructions for safety</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/configure-safety-filters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/configure-safety-filters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/configure-safety-filters" ><span class="devsite-nav-text" tooltip>Configure safety filters</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/responsible-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/responsible-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/responsible-ai" ><span class="devsite-nav-text" tooltip>Responsible AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/abuse-monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/abuse-monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/abuse-monitoring" ><span class="devsite-nav-text" tooltip>Abuse monitoring</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Extensions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/create-extension" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/create-extension" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/create-extension" ><span class="devsite-nav-text" tooltip>Create and run extensions</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Extensions by Google</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/code-interpreter" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/code-interpreter" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/code-interpreter" ><span class="devsite-nav-text" tooltip>Code Interpreter extension</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/extensions/vertex-ai-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/extensions/vertex-ai-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/extensions/vertex-ai-search" ><span class="devsite-nav-text" tooltip>Vertex AI Search extension</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Image generation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/overview" ><span class="devsite-nav-text" tooltip>Imagen on Vertex AI overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/responsible-ai-imagen" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/responsible-ai-imagen" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/responsible-ai-imagen" ><span class="devsite-nav-text" tooltip>Responsible AI and usage guidelines for Imagen</span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/model-versioning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/model-versioning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/model-versioning" ><span class="devsite-nav-text" tooltip>Imagen model versions and lifecycle</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" ><span class="devsite-nav-text" tooltip>Prompt and image attribute guide</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-limited"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Create images</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/generate-images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/generate-images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/generate-images" ><span class="devsite-nav-text" tooltip>Generate images using text prompts</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-limited"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Edit images</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-inpainting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-inpainting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-inpainting" ><span class="devsite-nav-text" tooltip>Edit using inpainting (insert or remove objects)</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-outpainting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-outpainting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-outpainting" ><span class="devsite-nav-text" tooltip>Edit using outpainting</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-product-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-product-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-product-image" ><span class="devsite-nav-text" tooltip>Use product image editing</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/image/edit-controlled" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-controlled" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-controlled" ><span class="devsite-nav-text" tooltip>Edit using Controlled Editing</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/image/edit-personalization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-personalization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-personalization" ><span class="devsite-nav-text" tooltip>Edit using Personalization</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/edit-images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/edit-images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/edit-images" ><span class="devsite-nav-text" tooltip>Edit images (mask-free)</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Get image information</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/image-captioning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/image-captioning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/image-captioning" ><span class="devsite-nav-text" tooltip>Get image descriptions using visual captioning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/visual-question-answering" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/visual-question-answering" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/visual-question-answering" ><span class="devsite-nav-text" tooltip>Use Visual Question Answering</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Text-to-live images</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/image/ttli-prompt-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/ttli-prompt-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/ttli-prompt-guide" ><span class="devsite-nav-text" tooltip>Text-to-Live images prompt guide</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/image/text-to-live-images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/text-to-live-images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/text-to-live-images" ><span class="devsite-nav-text" tooltip>Create live images from text</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/upscale-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/upscale-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/upscale-image" ><span class="devsite-nav-text" tooltip>Upscale an image</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/image/base64-encode" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/base64-encode" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/base64-encode" ><span class="devsite-nav-text" tooltip>Base64 encode and decode files</span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Use video models</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/video/video-descriptions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/video/video-descriptions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/video/video-descriptions" ><span class="devsite-nav-text" tooltip>Get video descriptions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Embeddings</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Text embeddings</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/task-types" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/task-types" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/task-types" ><span class="devsite-nav-text" tooltip>Choose an embeddings task type</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/get-text-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings" ><span class="devsite-nav-text" tooltip>Get text embeddings</span></a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings" ><span class="devsite-nav-text" tooltip>Get multimodal embeddings</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/embeddings/batch-prediction-genai-embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/embeddings/batch-prediction-genai-embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/embeddings/batch-prediction-genai-embeddings" ><span class="devsite-nav-text" tooltip>Get batch embeddings predictions</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/test-code-completion-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/test-code-completion-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/test-code-completion-prompts" ><span class="devsite-nav-text" tooltip>Code completion</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/translate/translate-text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/translate/translate-text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/translate/translate-text" ><span class="devsite-nav-text" tooltip>Translation</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Prompting tools</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing" ><span class="devsite-nav-text" tooltip>Use AI-powered prompt writing tools</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer" ><span class="devsite-nav-text" tooltip>Optimize prompts</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/learn/prompts/prompt-templates" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-templates" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-templates" ><span class="devsite-nav-text" tooltip>Use prompt templates</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/medlm/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/medlm/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/medlm/overview" ><span class="devsite-nav-text" tooltip>Medical text</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Guides</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tokens</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/multimodal/list-token" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/list-token" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/list-token" ><span class="devsite-nav-text" tooltip>List and count tokens</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/get-token-count" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/get-token-count" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/get-token-count" ><span class="devsite-nav-text" tooltip>Use the countTokens API</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Deployment best practices</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deploy/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deploy/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deploy/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompt-best-practices" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompt-best-practices" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompt-best-practices" ><span class="devsite-nav-text" tooltip>Best practices</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Prompting</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design" ><span class="devsite-nav-text" tooltip>Introduction to prompting</span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Prompting strategies</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/prompt-design-strategies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-design-strategies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-design-strategies" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/clear-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/clear-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/clear-instructions" ><span class="devsite-nav-text" tooltip>Give clear and specific instructions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/system-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/system-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/system-instructions" ><span class="devsite-nav-text" tooltip>Use system instructions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/assign-role" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/assign-role" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/assign-role" ><span class="devsite-nav-text" tooltip>Assign a role</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/few-shot-examples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/few-shot-examples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/few-shot-examples" ><span class="devsite-nav-text" tooltip>Include few-shot examples</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/contextual-information" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/contextual-information" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/contextual-information" ><span class="devsite-nav-text" tooltip>Add contextual information</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/structure-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/structure-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/structure-prompts" ><span class="devsite-nav-text" tooltip>Structure prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/explain-reasoning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/explain-reasoning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/explain-reasoning" ><span class="devsite-nav-text" tooltip>Instruct the model to explain its reasoning</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/break-down-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/break-down-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/break-down-prompts" ><span class="devsite-nav-text" tooltip>Break down complex tasks</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/adjust-parameter-values" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/adjust-parameter-values" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/adjust-parameter-values" ><span class="devsite-nav-text" tooltip>Experiment with parameter values</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/prompts/prompt-iteration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/prompts/prompt-iteration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/prompts/prompt-iteration" ><span class="devsite-nav-text" tooltip>Prompt iteration strategies</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Task-specific prompt guidance</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/design-multimodal-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/design-multimodal-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/design-multimodal-prompts" ><span class="devsite-nav-text" tooltip>Design multimodal prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/text/text-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/text/text-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/text/text-prompts" ><span class="devsite-nav-text" tooltip>Design text prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/chat/chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/chat/chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/chat/chat-prompts" ><span class="devsite-nav-text" tooltip>Design chat prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/code-chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-chat-prompts" ><span class="devsite-nav-text" tooltip>Design code chat prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/code-completion-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-completion-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-completion-prompts" ><span class="devsite-nav-text" tooltip>Design code completion prompts</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/code/code-generation-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/code/code-generation-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/code/code-generation-prompts" ><span class="devsite-nav-text" tooltip>Design code generation prompts</span></a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/image/img-gen-prompt-guide" ><span class="devsite-nav-text" tooltip>Design image generation prompts</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/medlm/medlm-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/medlm/medlm-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/medlm/medlm-prompts" ><span class="devsite-nav-text" tooltip>Design medical text prompts</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Migration</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/multimodal/call-vertex-using-openai-library" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/call-vertex-using-openai-library" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/call-vertex-using-openai-library" ><span class="devsite-nav-text" tooltip>Call Vertex AI models by using the OpenAI library</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/migrate/migrate-from-azure-to-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/migrate/migrate-from-azure-to-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/migrate/migrate-from-azure-to-gemini" ><span class="devsite-nav-text" tooltip>Migrate from Azure OpenAI to Gemini</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/migrate/migrate-google-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/migrate/migrate-google-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/migrate/migrate-google-ai" ><span class="devsite-nav-text" tooltip>Migrate from Google AI to Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/migrate/migrate-palm-to-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/migrate/migrate-palm-to-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/migrate/migrate-palm-to-gemini" ><span class="devsite-nav-text" tooltip>Migrate from PaLM 2 to Gemini</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/multimodal/add-labels-to-api-calls" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/multimodal/add-labels-to-api-calls" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/multimodal/add-labels-to-api-calls" ><span class="devsite-nav-text" tooltip>Custom metadata labels</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Troubleshoot</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Troubleshoot LangChain on Vertex AI</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/set-up" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/set-up" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/set-up" ><span class="devsite-nav-text" tooltip>Troubleshoot setting up the environment</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/develop" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/develop" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/develop" ><span class="devsite-nav-text" tooltip>Troubleshoot developing an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/deploy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/deploy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/deploy" ><span class="devsite-nav-text" tooltip>Troubleshoot deploying an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/use" ><span class="devsite-nav-text" tooltip>Troubleshoot using an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/manage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/manage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/troubleshooting/manage" ><span class="devsite-nav-text" tooltip>Troubleshoot managing deployed applications</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Tools/integrations</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>RAG Engine</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/rag-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/rag-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/rag-overview" ><span class="devsite-nav-text" tooltip>RAG Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/rag-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/rag-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/rag-quickstart" ><span class="devsite-nav-text" tooltip>RAG quickstart for Python</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-data-connectors" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-data-connectors" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-data-connectors" ><span class="devsite-nav-text" tooltip>Data connectors</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-advanced-pdf-parsing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-advanced-pdf-parsing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-advanced-pdf-parsing" ><span class="devsite-nav-text" tooltip>Advanced PDF parsing</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-embedding-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-embedding-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-embedding-models" ><span class="devsite-nav-text" tooltip>Embedding models</span></a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Vector database choices in RAG</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/vector-db-choices" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/vector-db-choices" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/vector-db-choices" ><span class="devsite-nav-text" tooltip>Overview of vector database choices</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-feature-store-with-rag" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-feature-store-with-rag" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-feature-store-with-rag" ><span class="devsite-nav-text" tooltip>Use Feature Store with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-weaviate-db" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-weaviate-db" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-weaviate-db" ><span class="devsite-nav-text" tooltip>Use Weaviate with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-pinecone" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-pinecone" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-pinecone" ><span class="devsite-nav-text" tooltip>Use Pinecone with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/use-vertexai-vector-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/use-vertexai-vector-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/use-vertexai-vector-search" ><span class="devsite-nav-text" tooltip>Use Vertex AI Vector Search with RAG</span></a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>LangChain on Vertex AI</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/set-up" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/set-up" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/set-up" ><span class="devsite-nav-text" tooltip>Set up the environment</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/develop" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/develop" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/develop" ><span class="devsite-nav-text" tooltip>Develop an application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/deploy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/deploy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/deploy" ><span class="devsite-nav-text" tooltip>Deploy the application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/use" ><span class="devsite-nav-text" tooltip>Use the application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/manage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/manage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/manage" ><span class="devsite-nav-text" tooltip>Manage the deployed application</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/reasoning-engine/customize" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/reasoning-engine/customize" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/reasoning-engine/customize" ><span class="devsite-nav-text" tooltip>Customize an application template</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Tutorials and code samples</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Generative AI on Vertex AI code samples</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples" ><span class="devsite-nav-text" tooltip>Sample browser</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count-multimodal" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count-multimodal" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count-multimodal" ><span class="devsite-nav-text" tooltip> Count tokens for Gemini</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-generate-from-text-input" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-generate-from-text-input" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-generate-from-text-input" ><span class="devsite-nav-text" tooltip> Generate text using Generative AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask-mode" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask-mode" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask-mode" ><span class="devsite-nav-text" tooltip>Add image content using automatic mask detection and inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-insert-mask" ><span class="devsite-nav-text" tooltip>Add image content using mask-based inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-config-example" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-config-example" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-config-example" ><span class="devsite-nav-text" tooltip>Configure Gemini model parameters</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-token-count" ><span class="devsite-nav-text" tooltip>Count tokens in a prompt</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-sdk-embedding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-sdk-embedding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-sdk-embedding" ><span class="devsite-nav-text" tooltip>Create an embedding using Generative AI on Vertex AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-create-corpus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-create-corpus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-create-corpus" ><span class="devsite-nav-text" tooltip>Create an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-file" ><span class="devsite-nav-text" tooltip>Delete a RAG file from an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-corpus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-corpus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-delete-corpus" ><span class="devsite-nav-text" tooltip>Delete an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask" ><span class="devsite-nav-text" tooltip>Edit image content using a mask with Imagen v.002</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask-free" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask-free" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-mask-free" ><span class="devsite-nav-text" tooltip>Edit image content using mask-free editing with Imagen v.002</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-product-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-product-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-product-image" ><span class="devsite-nav-text" tooltip>Enhance a product image by modifying the background content with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-outpainting-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-outpainting-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-outpainting-mask" ><span class="devsite-nav-text" tooltip>Expand image content using mask-based outpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-function-calling-advanced" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-function-calling-advanced" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-function-calling-advanced" ><span class="devsite-nav-text" tooltip>Function calling with Gemini AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-advanced" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-advanced" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-advanced" ><span class="devsite-nav-text" tooltip>Function calling with Gemini AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-generate-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-generate-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-generate-image" ><span class="devsite-nav-text" tooltip>Generate an image from text</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-multimodality-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-multimodality-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-multimodality-basic" ><span class="devsite-nav-text" tooltip>Generate content from multimodal data using Generative AI</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-multimodality-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-multimodality-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-multimodality-basic" ><span class="devsite-nav-text" tooltip>Generate content stream with Multimodal AI Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling" ><span class="devsite-nav-text" tooltip>Generate content with function calls</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-generate-content" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-generate-content" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-generate-content" ><span class="devsite-nav-text" tooltip>Generate responses using the RAG file</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-text-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-text-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-stream-text-basic" ><span class="devsite-nav-text" tooltip>Generate steaming text content with Generative Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-video" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-video" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-video" ><span class="devsite-nav-text" tooltip>Generate text from a video</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-get-started" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-get-started" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-get-started" ><span class="devsite-nav-text" tooltip>Generate text from an image</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-example" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-example" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pro-example" ><span class="devsite-nav-text" tooltip>Generate text from an image</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-safety-settings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-safety-settings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-safety-settings" ><span class="devsite-nav-text" tooltip>Generate text from an image with safety settings</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-multi-image" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-multi-image" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-single-turn-multi-image" ><span class="devsite-nav-text" tooltip>Generate text from multimodal prompt</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-function-calling-chat" ><span class="devsite-nav-text" tooltip>Generate text responses using Gemini API with external function calls in a chat scenario</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-text-basic" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-text-basic" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-non-stream-text-basic" ><span class="devsite-nav-text" tooltip>Generate Text With a Generative Model</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-file" ><span class="devsite-nav-text" tooltip>Get a RAG file</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-corpus" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-corpus" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-get-corpus" ><span class="devsite-nav-text" tooltip>Get information about an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-captions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-captions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-captions" ><span class="devsite-nav-text" tooltip>Get short-form image captions</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-responses" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-responses" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-get-short-form-image-responses" ><span class="devsite-nav-text" tooltip>Get short-form image responses</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-web" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-web" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-web" ><span class="devsite-nav-text" tooltip>Ground Gemini model responses to Google Search</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-vais" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-vais" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-grounding-with-vais" ><span class="devsite-nav-text" tooltip>Ground Gemini to a Vertex AI Search data store</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files" ><span class="devsite-nav-text" tooltip>Import a set of RAG files</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files-async" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files-async" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-import-files-async" ><span class="devsite-nav-text" tooltip>Import RAG files from Google Drive or Cloud Storage</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat" ><span class="devsite-nav-text" tooltip>Interactive text generation with a chatbot</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat-stream" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat-stream" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-multiturn-chat-stream" ><span class="devsite-nav-text" tooltip>Interactive text stream generation with a chatbot</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-corpora" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-corpora" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-corpora" ><span class="devsite-nav-text" tooltip>List indexes in a project</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-files" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-files" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-list-files" ><span class="devsite-nav-text" tooltip>List RAG files in an index</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pdf" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pdf" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-pdf" ><span class="devsite-nav-text" tooltip>Process a PDF file with Gemini</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-all-modalities" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-all-modalities" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-all-modalities" ><span class="devsite-nav-text" tooltip>Process images, video, audio, and text with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask-mode" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask-mode" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask-mode" ><span class="devsite-nav-text" tooltip>Remove image content using automatic mask detection and inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-edit-image-inpainting-remove-mask" ><span class="devsite-nav-text" tooltip>Remove image content using mask-based inpainting with Imagen</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-retrieval-query" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-retrieval-query" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-retrieval-query" ><span class="devsite-nav-text" tooltip>Return the response from the LLM</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-system-instruction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-system-instruction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-system-instruction" ><span class="devsite-nav-text" tooltip>Set system instructions to Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-controlled-generation-response-schema" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-controlled-generation-response-schema" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-controlled-generation-response-schema" ><span class="devsite-nav-text" tooltip>Specify a MIME response type for the Gemini API</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-video-with-audio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-video-with-audio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-video-with-audio" ><span class="devsite-nav-text" tooltip>Summarize a video file with audio with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-summarization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-summarization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-summarization" ><span class="devsite-nav-text" tooltip>Summarize an audio file with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-transcription" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-transcription" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-audio-transcription" ><span class="devsite-nav-text" tooltip>Transcript an audio file with Gemini 1.5 Pro</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-upload-file" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-upload-file" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-upload-file" ><span class="devsite-nav-text" tooltip>Upload a RAG file</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-quickstart" ><span class="devsite-nav-text" tooltip>Use the quickstart to get familiar with RAG</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-verify-image-watermark" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-verify-image-watermark" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-imagen-verify-image-watermark" ><span class="devsite-nav-text" tooltip>Verify an image's digital watermark</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/docs/samples" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /docs/samples" track-type="bookNav" track-name="click" track-metadata-eventdetail="/docs/samples" ><span class="devsite-nav-text" tooltip>Code samples for all products</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Jump Start Solutions</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-external"><a href="/architecture/ai-ml/generative-ai-document-summarization" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /architecture/ai-ml/generative-ai-document-summarization" track-type="bookNav" track-name="click" track-metadata-eventdetail="/architecture/ai-ml/generative-ai-document-summarization" ><span class="devsite-nav-text" tooltip>Generative AI Document Summarization</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="/architecture/ai-ml/generative-ai-rag" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /architecture/ai-ml/generative-ai-rag" track-type="bookNav" track-name="click" track-metadata-eventdetail="/architecture/ai-ml/generative-ai-rag" ><span class="devsite-nav-text" tooltip>Generative AI RAG with Cloud SQL</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-external"><a href="/architecture/ai-ml/generative-ai-knowledge-base" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /architecture/ai-ml/generative-ai-knowledge-base" track-type="bookNav" track-name="click" track-metadata-eventdetail="/architecture/ai-ml/generative-ai-knowledge-base" ><span class="devsite-nav-text" tooltip>Generative AI Knowledge Base</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Secure a generative AI app by using IAP</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/streamlit-genai-iap" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/streamlit-genai-iap" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/streamlit-genai-iap" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/setup-environment" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/setup-environment" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/setup-environment" ><span class="devsite-nav-text" tooltip>Set up your project and source repository</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/create-cloudrun-service" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/create-cloudrun-service" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/create-cloudrun-service" ><span class="devsite-nav-text" tooltip>Create a Cloud Run service</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/create-loadbalancer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/create-loadbalancer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/create-loadbalancer" ><span class="devsite-nav-text" tooltip>Create a load balancer</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/configure-iap" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/configure-iap" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/configure-iap" ><span class="devsite-nav-text" tooltip>Configure IAP</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/view-app" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/view-app" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/view-app" ><span class="devsite-nav-text" tooltip>Test your IAP-secured app</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/streamlit/clean-up" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/streamlit/clean-up" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/streamlit/clean-up" ><span class="devsite-nav-text" tooltip>Clean up your project</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Resources</span> </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/pricing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/pricing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/pricing" ><span class="devsite-nav-text" tooltip>Pricing</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Release notes</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/release-notes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/release-notes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/release-notes" ><span class="devsite-nav-text" tooltip>Current</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/release-notes-archive" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/release-notes-archive" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/release-notes-archive" ><span class="devsite-nav-text" tooltip>Archive</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/learn/locations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/locations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/locations" ><span class="devsite-nav-text" tooltip>Locations</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Quotas and limits</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/quotas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/quotas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/quotas" ><span class="devsite-nav-text" tooltip>Rate limits</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/dsq" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/dsq" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/dsq" ><span class="devsite-nav-text" tooltip>Dynamic shared quota</span></a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/generative-ai/docs/provisioned-throughput" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/provisioned-throughput" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/provisioned-throughput" ><span class="devsite-nav-text" tooltip>Provisioned Throughput</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/error-code-429" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/error-code-429" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/error-code-429" ><span class="devsite-nav-text" tooltip>Error code 429</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/compliance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/compliance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/compliance" ><span class="devsite-nav-text" tooltip>Certifications</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/data-governance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/data-governance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/data-governance" ><span class="devsite-nav-text" tooltip>Data governance</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/getting-help" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/getting-help" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/getting-help" ><span class="devsite-nav-text" tooltip>Getting help</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/sla" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/sla" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/sla" ><span class="devsite-nav-text" tooltip>Service Level Agreement</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Deprecations</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deprecations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deprecations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deprecations" ><span class="devsite-nav-text" tooltip>Deprecations</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deprecations/gemini-1.0-pro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deprecations/gemini-1.0-pro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deprecations/gemini-1.0-pro" ><span class="devsite-nav-text" tooltip>Gemini 1.0 Pro and Gemini 1.0 Pro Vision</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/deprecations/palm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/deprecations/palm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/deprecations/palm" ><span class="devsite-nav-text" tooltip>Pathways Language Model (PaLM)</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Administer</span> </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/access-control" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/access-control" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/access-control" ><span class="devsite-nav-text" tooltip>Access control</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/security-controls" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/security-controls" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/security-controls" ><span class="devsite-nav-text" tooltip>Security controls</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/control-model-access" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/control-model-access" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/control-model-access" ><span class="devsite-nav-text" tooltip>Control access to Model Garden models</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/generative-ai/docs/enable-audit-logs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/enable-audit-logs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/enable-audit-logs" ><span class="devsite-nav-text" tooltip>Enable Data Access audit logs</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Legacy</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Legacy docs</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/legacy/legacy-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/legacy/legacy-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/legacy/legacy-models" ><span class="devsite-nav-text" tooltip>About legacy models</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>PaLM 2 API (text/chat)</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/language-model-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/language-model-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/language-model-overview" ><span class="devsite-nav-text" tooltip>Overview</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/text/test-text-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/text/test-text-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/text/test-text-prompts" ><span class="devsite-nav-text" tooltip>Send text prompt requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/text/batch-prediction-genai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/text/batch-prediction-genai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/text/batch-prediction-genai" ><span class="devsite-nav-text" tooltip>Get batch responses for text</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/grounding/ground-language-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/grounding/ground-language-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/grounding/ground-language-models" ><span class="devsite-nav-text" tooltip>Ground responses</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/chat/test-chat-prompts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/chat/test-chat-prompts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/chat/test-chat-prompts" ><span class="devsite-nav-text" tooltip>Send chat prompt requests</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Tune PaLM 2 models</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/tune-text-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-text-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-text-models" ><span class="devsite-nav-text" tooltip>Tune and distill PaLM models</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/tune-text-models-supervised" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/models/tune-text-models-supervised" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/models/tune-text-models-supervised" ><span class="devsite-nav-text" tooltip>Use supervised tuning</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/models/tune-text-models-rlhf" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" 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aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/compute-token" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/compute-token" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/compute-token" ><span class="devsite-nav-text" tooltip>Get a list of tokens</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/get-token-count" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/get-token-count" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/get-token-count" ><span class="devsite-nav-text" tooltip>Get token count</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/learn/streaming" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/streaming" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/streaming" ><span class="devsite-nav-text" tooltip>Stream responses</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/configure-safety-attributes-palm" class="devsite-nav-title 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aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/model-reference/code-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-reference/code-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-reference/code-chat" ><span class="devsite-nav-text" tooltip>Codey for code chat</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/model-reference/text" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-reference/text" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-reference/text" ><span class="devsite-nav-text" tooltip>PaLM 2 for text</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/generative-ai/docs/model-reference/text-chat" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/model-reference/text-chat" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/model-reference/text-chat" ><span class="devsite-nav-text" tooltip>PaLM 2 for chat</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-deprecated"><a 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project-feedback-url="https://issuetracker.google.com/issues/new?component=1130925" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/support-hub" > <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title" tabindex="-1"> Overview of Model Garden </h1> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <div class="devsite-page-title-meta"><devsite-view-release-notes></devsite-view-release-notes></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix "> <aside class="special"> <p><strong>Open Source Licenses</strong></p> <p>The Model Garden might include a link to the public repository where openly available models are hosted. To confirm that you comply with the license terms, review any applicable model, dataset, or software licenses. Also confirm that you comply with any restrictions in the license (such as use-based restrictions included in the CreativeML Open RAIL-M <a href="https://huggingface.co/spaces/CompVis/stable-diffusion-license">license</a>).</p> </aside> <div class="video-wrapper"> <iframe class="devsite-embedded-youtube-video" data-video-id="I7UiSU96CLc" data-list="PLIivdWyY5sqLRCzKJyixrIDPQKwU6XHpn" data-autohide="1" data-showinfo="0" allowfullscreen> </iframe> </div> <p>Model Garden in the Google Cloud console is an ML model library that helps you discover, test, customize, and deploy Google proprietary and select OSS models and assets.</p> <p>The following topics introduce you to the AI models available in Model Garden and how to use them.</p> <h2 id="explore_models" data-text="Explore models" tabindex="-1">Explore models</h2> <p>To view the list of available Vertex AI and open source foundation, tunable, and task-specific models, go to the Model Garden page in the Google Cloud console.</p> <p><a href="https://console.cloud.google.com/vertex-ai/model-garden" target="console" track-name="consoleLink" track-type="tutorial" track-metadata-position="body" class="button button-primary">Go to Model Garden</a> </p> <p>The model categories available in Model Garden are:</p> <table> <thead> <tr> <th>Category</th> <th>Description</th> </tr> </thead> <tbody> <tr> <td>Foundation models</td> <td>Pretrained multitask large models that can be tuned or customized for specific tasks using Vertex AI Studio, Vertex AI API, and the Vertex AI SDK for Python.</td> </tr> <tr> <td>Fine-tunable models</td> <td>Models that you can fine-tune using a custom notebook or pipeline.</td> </tr> <tr> <td>Task-specific solutions</td> <td>Most of these prebuilt models are ready to use. Many can be customized using your own data.</td> </tr> </tbody> </table> <p>To filter models in the filter pane, specify the following:</p> <ul> <li><strong>Modalities</strong>: Click the modalities (data types) that you want in the model.</li> <li><strong>Tasks</strong>: Click the task that you want the model to perform.</li> <li><strong>Features</strong>: Click the features that you want in the model.</li> </ul> <p>To learn more about each model, click its model card.</p> <h2 id="available-models" data-text="Models available in Model Garden" tabindex="-1">Models available in Model Garden</h2> <p>You can find Google's first-party models and select open source models in Model Garden.</p> <h3 id="google-models" data-text="List of Google's first-party models" tabindex="-1">List of Google's first-party models</h3> <p>The following table lists the Google's first-party models that are available in Model Garden:</p> <div> <devsite-filter> <input type="text" placeholder="Search keyword"> <table> <thead> <tr> <th style="width:25%">Model name</th> <th style="width:10%">Modality</th> <th>Description</th> <th style="width:15%">Quickstarts</th> </tr> </thead> <tbody class="list"> <tr> <td>Gemini 1.5 Flash</td> <td>Language, audio, vision</td> <td>The fastest, most cost-effective Gemini multimodal model. It's built for high volume tasks and latency-sensitive, affordable applications. Because of how responsive Gemini 1.5 Flash is, it's a good option to create chat assistants and on-demand content generation applications.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/gemini-1.5-flash-002" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Gemini 1.5 Pro</td> <td>Language, audio, vision</td> <td>Multimodal model that supports adding image, audio, video, and PDF files in text or chat prompts for a text or code response.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/gemini-1.5-pro" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Gemini 1.0 Pro</td> <td>Language</td> <td>Designed to handle natural language tasks, multiturn text and code chat, and code generation.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/gemini-pro" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Gemini 1.0 Pro Vision</td> <td>Language, vision</td> <td>Multimodal model that supports adding image, video, and PDF files in text or chat prompts for a text or code response.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/gemini-pro-vision" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>PaLM 2 for Text</td> <td>Language</td> <td>Fine-tuned to follow natural language instructions and is suitable for a variety of language tasks.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/text-bison" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>PaLM 2 for Chat</td> <td>Language</td> <td>Fine-tuned to conduct natural conversation. Use this model to build and customize your own chatbot application.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/chat-bison" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Codey for Code Completion</td> <td>Language</td> <td>Generates code based on code prompts. Good for code suggestions and minimizing bugs in code.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/code-gecko" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Codey for Code Generation</td> <td>Language</td> <td>Generates code based on natural language input. Good for writing functions, classes, unit tests, and more.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/code-bison" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Codey for Code Chat</td> <td>Language</td> <td>Get code-related assistance through natural conversation. Good for questions about an API, syntax in a supported language, and more.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/codechat-bison" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Embeddings for Text</td> <td>Language</td> <td>Converts textual data into numerical vectors that can be processed by machine learning algorithms, especially large models.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/textembedding-gecko" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Imagen for Image Generation</td> <td>Vision</td> <td>Create or edit studio-grade images at scale using text prompts.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imagegeneration" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Vertex Image Segmentation (<a href="/products#product-launch-stages">Preview</a>)</td> <td>Vision</td> <td>Use text prompts or draw scribbles to segment an image. Image segmentation lets you, for example, detect objects, remove the background of an image, or segment the foreground of an image.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/image-segmentation-001" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Imagen for Captioning & VQA</td> <td>Language</td> <td>Generates a relevant description for a given image.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imagetext" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Embeddings for Multimodal</td> <td>Vision</td> <td>Generates vectors based on images, which can be used for downstream tasks like image classification and image search.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/multimodalembedding" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Chirp</td> <td>Speech</td> <td>A version of a Universal Speech Model that has over 2B parameters and can transcribe in over 100 languages in a single model.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/75" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> </tbody> </table> </devsite-filter> </div> <h3 id="oss-models" data-text="List of models with open source tuning or serving recipes in Model Garden" tabindex="-1">List of models with open source tuning or serving recipes in Model Garden</h3> <p>The following table lists the OSS models that support open source tuning or serving recipes in Model Garden:</p> <div> <devsite-filter> <input type="text" placeholder="Search keyword"> <table> <thead> <tr> <th style="width:25%">Model name</th> <th style="width:10%">Modality</th> <th>Description</th> <th style="width:15%">Quickstart</th> </tr> </thead> <tbody class="list"> <tr> <td>Flux</td> <td>Vision</td> <td>A 12 billion parameter rectified flow transformer model that generates high-quality images from text descriptions.</td> <td> <a href="https://console.cloud.google.com/vertex-ai/publishers/black-forest-labs/model-garden/flux1-schnell" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Prompt Guard</td> <td>Language</td> <td>Guardrail LLM inputs against jailbreaking techniques and indirect injections.</td> <td> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/prompt-guard" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Llama 3.2</td> <td>Language</td> <td>A collection of multilingual large language models that are pretrained and instruction-tuned generative models in 1B and 3B sizes.</td> <td> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/llama3-2" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Llama 3.2-Vision</td> <td>Language, Vision</td> <td>A collection of multimodal large language models that are pretrained and instruction-tuned image reasoning generative models in 11B and 90B sizes. These models are optimized for visual recognition, image reasoning, captioning, and answering general questions about an image.</td> <td> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/llama3-2" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Llama Guard 3</td> <td>Language</td> <td>A Llama-3.1-8B pretrained model that has been fine-tuned for content safety classification.</td> <td> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/llama-guard" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Qwen2</td> <td>Language</td> <td>Deploy Qwen2, a foundation large language model series.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_qwen2_deployment.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/qwen/model-garden/qwen2" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Phi-3</td> <td>Language</td> <td>Deploy Phi-3, a foundation large language model series.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_phi3_deployment.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/microsoft/model-garden/phi3" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>E5</td> <td>Language</td> <td>Deploy E5, a text embedding model series.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_e5.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/intfloat/model-garden/e5" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Instant ID</td> <td>Language, Vision</td> <td>Deploy Instant ID, an identity preserving, text-to-image generation model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_instant_id.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/instantx/model-garden/instant-id" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Llama 3</td> <td class="style1">Language</td> <td class="style1">Explore and build with Meta's Llama 3 models (8B, 70B, 405B) on Vertex AI.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/llama3" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Gemma 2</td> <td class="style1">Language</td> <td class="style1">Open weight models (9B, 27B) that are built from the same research and technology used to create Google's Gemini models.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/gemma2" track-name="consoleLink" track-type="modelCard">Model card</a><br></td> </tr> <tr> <td class="style1">Gemma</td> <td class="style1">Language</td> <td class="style1">Open weight models (2B, 7B) that are built from the same research and technology used to create Google's Gemini models.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/gemma" track-name="consoleLink" track-type="modelCard">Model card</a><br></td> </tr> <tr> <td class="style1">CodeGemma</td> <td class="style1">Language</td> <td class="style1">Open weight models (2B, 7B) designed for code generation and code completion that are built from the same research and technology used to create Google's Gemini models.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/codegemma" track-name="consoleLink" track-type="modelCard">Model card</a><br></td> </tr> <tr> <td class="style1">PaliGemma</td> <td class="style1">Language</td> <td class="style1">Open weight 3B model designed for image captioning tasks and visual question and answering tasks that's built from the same research and technology used to create Google's Gemini models.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/paligemma" track-name="consoleLink" track-type="modelCard">Model card</a><br></td> </tr> <tr> <td class="style1">Vicuna v1.5</td> <td class="style1">Language</td> <td class="style1">Deploy Vicuna v1.5 series models, which are foundation models fine-tuned from LLama2 for text generation.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/lmsys/model-garden/lmsys-vicuna-7b" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">NLLB</td> <td class="style1">Language</td> <td class="style1">Deploy nllb series models for multi-language translation.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/nllb" track-name="consoleLink" track-type="modelCard">Model card</a><br> <a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_nllb.ipynb">Colab</a></td> </tr> <tr> <td class="style1">Mistral-7B</td> <td class="style1">Language</td> <td class="style1">Deploy Mistral-7B, a foundational model for text generation.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/mistral-ai/model-garden/mistral-7b" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">BioGPT</td> <td class="style1">Language</td> <td class="style1">Deploy BioGPT, a text generative model for the biomedical domain.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/microsoft/model-garden/bio-gpt" track-name="consoleLink" track-type="modelCard">Model card</a><br> <a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_biogpt_serve.ipynb">Colab</a></td> </tr> <tr> <td class="style1">BiomedCLIP</td> <td class="style1">Language, Vision</td> <td class="style1">Deploy BiomedCLIP, a multimodal foundation model for the biomedical domain.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/microsoft/model-garden/microsoft-biomedclip" track-name="consoleLink" track-type="modelCard">Model card</a><br> <a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_biomedclip.ipynb">Colab</a></td> </tr> <tr> <td class="style1">ImageBind</td> <td class="style1">Language, Vision,<br> Audio</td> <td class="style1">Deploy ImageBind, a foundational model for multimodal embedding. </td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/imagebind" track-name="consoleLink" track-type="modelCard">Model card</a><br> <a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_imagebind.ipynb">Colab</a></td> </tr> <tr> <td class="style1">DITO</td> <td class="style1">Language, Vision</td> <td class="style1">Finetune and deploy DITO, a multimodal foundation model for open vocabulary object detection tasks.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/150" track-name="consoleLink" track-type="modelCard">Model card</a><br> <a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_jax_dito.ipynb">Colab</a></td> </tr> <tr> <td class="style1">OWL-ViT v2</td> <td class="style1">Language, Vision</td> <td class="style1">Deploy OWL-ViT v2, a multimodal foundation model for open vocabulary object detection tasks.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/151" track-name="consoleLink" track-type="modelCard">Model card</a><br> <a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_jax_owl_vit_v2.ipynb">Colab</a></td> </tr> <tr> <td class="style1">FaceStylizer (Mediapipe)</td> <td class="style1">Vision</td> <td class="style1">A generative pipeline to transform human face images to a new style. </td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/125" track-name="consoleLink" track-type="modelCard">Model card</a><br> <a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_mediapipe_face_stylizer.ipynb">Colab</a></td> </tr> <tr> <td>Llama 2</td> <td>Language</td> <td>Finetune and deploy Meta's Llama 2 foundation models (7B, 13B, 70B) on Vertex AI.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/llama2" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Code Llama</td> <td>Language</td> <td>Deploy Meta's Code Llama foundation models (7B, 13B, 34B) on Vertex AI.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/codellama-7b-hf" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Falcon-instruct</td> <td>Language</td> <td>Finetune and deploy Falcon-instruct models (7B, 40B) by using PEFT.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_falcon_instruct_peft.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/tiiuae/model-garden/falcon-instruct-7b-peft" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>OpenLLaMA</td> <td>Language</td> <td>Finetune and deploy OpenLLaMA models (3B, 7B, 13B) by using PEFT.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_openllama_peft.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/openlm-research/model-garden/openllama" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>T5-FLAN</td> <td>Language</td> <td>Finetune and deploy T5-FLAN (base, small, large).</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/57" track-name="consoleLink" track-type="modelCard">Model card</a> (fine-tuning pipeline included)</td> </tr> <tr> <td>BERT </td> <td>Language</td> <td>Finetune and deploy BERT by using PEFT.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_peft.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/102" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>BART-large-cnn</td> <td>Language</td> <td>Deploy BART, a transformer encoder-encoder (seq2seq) model with a bidirectional (BERT-like) encoder and an autoregressive (GPT-like) decoder.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_bart_large_cnn.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/83" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>RoBERTa-large</td> <td>Language</td> <td>Finetune and deploy RoBERTa-large by using PEFT.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_peft.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/roberta-large" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>XLM-RoBERTa-large</td> <td>Language</td> <td>Finetune and deploy XLM-RoBERTa-large (a multilingual version of RoBERTa) by using PEFT.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_peft.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/xlm-roberta-large" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Dolly-v2-7b</td> <td>Language</td> <td>Deploy Dolly-v2-7b, an instruction-following large language model with 6.9 billion parameters.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_dolly_v2.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/databricks/model-garden/dolly-v2-7b" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Stable Diffusion XL v1.0</td> <td>Language, Vision</td> <td>Deploy Stable Diffusion XL v1.0, which supports text-to-image generation.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_xl_1_0.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/stability-ai/model-garden/stable-diffusion-xl-base" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Stable Diffusion XL Lightning</td> <td>Language, Vision</td> <td>Deploy Stable Diffusion XL Lightning, a text-to-image generation model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_xl_lightning.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/bytedance/model-garden/stable-diffusion-xl-lightning" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Stable Diffusion v2.1</td> <td>Language, Vision</td> <td>Finetune and deploy Stable Diffusion v2.1 (supports text-to-image generation) by using Dreambooth.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/stability-ai/model-garden/stable-diffusion-2-1" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Stable Diffusion 4x upscaler</td> <td>Language, Vision</td> <td>Deploy Stable Diffusion 4x upscaler, which supports text conditioned image superresolution.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_upscaler.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/stability-ai/model-garden/stable-diffusion-4x-upscaler" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>InstructPix2Pix</td> <td>Language, Vision</td> <td>Deploy InstructPix2Pix, which supports image editing by using a text prompt.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_instructpix2pix.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/timbrooks/model-garden/instruct-pix2pix" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Stable Diffusion Inpainting</td> <td>Language, Vision</td> <td>Finetune and deploy Stable Diffusion Inpainting, which supports inpainting a masked image by using a text prompt.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_inpainting.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/runwayml/model-garden/stable-diffusion-inpainting" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>SAM</td> <td>Language, Vision</td> <td>Deploy Segment Anything, which supports zero-shot image segmentation.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_sam.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/segment-anything" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Text-to-video (ModelScope)</td> <td>Language, Vision</td> <td>Deploy ModelScope text-to-video, which supports text-to-video generation.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_text_to_video.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/damo-vilab/model-garden/text-to-video" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Pic2Word Composed Image Retrieval</td> <td>Language, Vision</td> <td>Deploy Pic2Word, which supports multi-modal composed image retrieval.</td> <td><a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_pic2word.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/pic2word" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>BLIP2</td> <td>Language, Vision</td> <td>Deploy BLIP2, which supports image captioning and visual-question-answering.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_blip2.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/salesforce/model-garden/blip2-opt-2.7-b" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Open-CLIP</td> <td>Language, Vision</td> <td>Finetune and deploy the Open-CLIP, which supports zero-shot classification.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_open_clip.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/openai/model-garden/openclip" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>F-VLM</td> <td>Language, Vision</td> <td>Deploy F-VLM, which supports open vocabulary image object detection.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_jax_fvlm.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/109" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>tfhub/EfficientNetV2</td> <td>Vision</td> <td>Finetune and deploy the Tensorflow Vision implementation of the EfficientNetV2 image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_tfvision_image_classification.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imageclassification-efficientnet" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>EfficientNetV2 (TIMM)</td> <td>Vision</td> <td>Finetune and deploy the PyTorch implementation of the EfficientNetV2 image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_timm.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/timm/model-garden/efficientnetv2-rw-s" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Proprietary/EfficientNetV2</td> <td>Vision</td> <td>Finetune and deploy the Google proprietary checkpoint of the EfficientNetV2 image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_classification.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imageclassification-proprietary-efficientnet" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>EfficientNetLite (MediaPipe)</td> <td>Vision</td> <td>Finetune EfficientNetLite image classification model through MediaPipe model maker.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_mediapipe_image_classification.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/93" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>tfvision/vit</td> <td>Vision</td> <td>Finetune and deploy the TensorFlow Vision implementation of the ViT image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_tfvision_image_classification.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imageclassification-vit" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>ViT (TIMM)</td> <td>Vision</td> <td>Finetune and deploy the PyTorch implementation of the ViT image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_timm.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/timm/model-garden/vit-base-patch16-224" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Proprietary/ViT</td> <td>Vision</td> <td>Finetune and deploy the Google proprietary checkpoint of the ViT image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_classification.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imageclassification-proprietary-vit" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Proprietary/MaxViT</td> <td>Vision</td> <td>Finetune and deploy the Google proprietary checkpoint of the MaxViT hybrid (CNN + ViT) image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_classification.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imageclassification-proprietary-maxvit" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>ViT (JAX)</td> <td>Vision</td> <td>Finetune and deploy the JAX implementation of the ViT image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_jax_vision_transformer.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/84" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>tfvision/SpineNet</td> <td>Vision</td> <td>Finetune and deploy the Tensorflow Vision implementation of the SpineNet object detection model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_tfvision_image_object_detection.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imageobjectdetection-spinenet" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Proprietary/Spinenet</td> <td>Vision</td> <td>Finetune and deploy the Google proprietary checkpoint of the SpineNet object detection model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_object_detection.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imageobjectdetection-proprietary-spinenet" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>tfvision/YOLO</td> <td>Vision</td> <td>Finetune and deploy the TensorFlow Vision implementation of the YOLO one-stage object detection model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_tfvision_image_object_detection.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imageobjectdetection-yolo" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Proprietary/YOLO</td> <td>Vision</td> <td>Finetune and deploy the Google proprietary checkpoint of the YOLO one-stage object detection model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_object_detection.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imageobjectdetection-proprietary-yolo" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>YOLOv8 (Keras)</td> <td>Vision</td> <td>Finetune and deploy the Keras implementation of the YOLOv8 model for object detection.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_keras_yolov8.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/111" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>tfvision/YOLOv7</td> <td>Vision</td> <td>Finetune and deploy YOLOv7 model for object detection.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_tfvision_image_object_detection.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/105" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>ByteTrack Video Object Tracking</td> <td>Vision</td> <td>Run batch prediction for video object tracking by using ByteTrack tracker.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_video_object_tracking_serve.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/ifzhang/model-garden/bytetrack-multi-object-tracking" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>ResNeSt (TIMM)</td> <td>Vision</td> <td>Finetune and deploy the PyTorch implementation of the ResNeSt image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_timm.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/timm/model-garden/resnet50d" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>ConvNeXt (TIMM)</td> <td>Vision</td> <td>Finetune and deploy ConvNeXt, a pure convolutional model for image classification inspired by the design of Vision Transformers.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_timm.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/timm/model-garden/convnext-base" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>CspNet (TIMM)</td> <td>Vision</td> <td>Finetune and deploy the CSPNet (Cross Stage Partial Network) image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_timm.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/timm/model-garden/cspdarknet53" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Inception (TIMM)</td> <td>Vision</td> <td>Finetune and deploy the Inception image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_timm.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/timm/model-garden/inception-v4" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>DeepLabv3+ (with checkpoint)</td> <td>Vision</td> <td>Finetune and deploy the DeepLab-v3 Plus model for semantic image segmentation.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_tfvision_image_segmentation.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/imagesegmentation-deeplabv3" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Faster R-CNN (Detectron2)</td> <td>Vision</td> <td>Finetune and deploy the Detectron2 implementation of the Faster R-CNN model for image object detection.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_detectron2.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/faster-r-cnn" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>RetinaNet (Detectron2)</td> <td>Vision</td> <td>Finetune and deploy the Detectron2 implementation of the RetinaNet model for image object detection.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_detectron2.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/retinanet" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Mask R-CNN (Detectron2)</td> <td>Vision</td> <td>Finetune and deploy the Detectron2 implementation of the Mask R-CNN model for image object detection and segmentation.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_detectron2.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/mask-r-cnn" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>ControlNet</td> <td>Vision</td> <td>Finetune and deploy the ControlNet text-to-image generation model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_controlnet.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/lllyasviel/model-garden/control-net" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>MobileNet (TIMM)</td> <td>Vision</td> <td>Finetune and deploy the PyTorch implementation of the MobileNet image classification model.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_timm.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/timm/model-garden/mobilenetv2-100" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>MobileNetV2 (MediaPipe) Image Classification</td> <td>Vision</td> <td>Finetune the MobileNetV2 image classification model by using MediaPipe model maker.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_mediapipe_image_classification.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/94" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>MobileNetV2 (MediaPipe) Object Detection</td> <td>Vision</td> <td>Finetune the MobileNetV2 object detection model by using MediaPipe model maker.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_mediapipe_object_detection.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/99" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>MobileNet-MultiHW-AVG (MediaPipe)</td> <td>Vision</td> <td>Finetune the MobileNet-MultiHW-AVG object detection model by using MediaPipe model maker.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_mediapipe_object_detection.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/100" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>DeiT</td> <td>Vision</td> <td>Finetune and deploy the DeiT (Data-efficient Image Transformers) model for image classification.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_timm.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/timm/model-garden/deit-base-patch16-224" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>BEiT</td> <td>Vision</td> <td>Finetune and deploy the BEiT (Bidirectional Encoder representation from Image Transformers) model for image classification.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_timm.ipynb">Colab</a> <br> <a href="https://console.cloud.google.com/vertex-ai/publishers/timm/model-garden/beit-base-patch16-224" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Hand Gesture Recognition (MediaPipe)</td> <td>Vision</td> <td>Finetune and deploy on-device the Hand Gesture Recognition models by using MediaPipe.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_mediapipe_gesture_recognition.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/120" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Average Word Embedding Classifier (MediaPipe)</td> <td>Vision</td> <td>Finetune and deploy on-device the Average Word Embedding Classifier models by using MediaPipe.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/121" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>MobileBERT Classifier (MediaPipe)</td> <td>Vision</td> <td>Finetune and deploy on-device the MobileBERT Classifier models by using MediaPipe.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/122" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>MoViNet Video Clip Classification</td> <td>Video</td> <td>Finetune and deploy MoViNet video clip classification models.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_movinet_clip_classification.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/107" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>MoViNet Video Action Recognition</td> <td>Video</td> <td>Finetune and deploy MoViNet models for action recognition inference.</td> <td><a href="https://colab.sandbox.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_movinet_action_recognition.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/129" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Stable Diffusion XL LCM</td> <td>Vision</td> <td>Deploy this model which uses the Latent Consistency Model (LCM) to enhance text-to-image generation in Latent Diffusion Models by enabling faster and high-quality image creation with fewer steps.</td> <td><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_xl_lcm.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/stability-ai/model-garden/stable-diffusion-xl-lcm" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>LLaVA 1.5</td> <td>Vision, Language</td> <td>Deploy LLaVA 1.5 models.</td> <td><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_llava.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/liuhaotian/model-garden/pytorch-llava" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Pytorch-ZipNeRF</td> <td>Vision, Video</td> <td>Train the Pytorch-ZipNeRF model which is a state-of-the-art implementation of the ZipNeRF algorithm in the Pytorch framework, designed for efficient and accurate 3D reconstruction from 2D images.</td> <td><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_zipnerf.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/159" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Mixtral</td> <td>Language</td> <td>Deploy the Mixtral model which is a Mixture of Experts (MoE) large language model (LLM) developed by Mistral AI.</td> <td><a href="https://console.cloud.google.com/vertex-ai/publishers/mistral-ai/model-garden/mixtral" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>Llama 2 (Quantized)</td> <td>Language</td> <td>Fine-tune & deploy a quantized version of Meta's Llama 2 models.</td> <td><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_llama2_quantization.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/llama-2-quantized" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>LaMa (Large Mask Inpainting)</td> <td>Vision</td> <td>Deploy LaMa which uses fast Fourier convolutions (FFCs), a high receptive field perceptual loss and large training masks allows for resolution-robust image inpainting.</td> <td><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_lama.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/advimman/model-garden/lama" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>AutoGluon</td> <td>Tabular</td> <td>With AutoGluon you can train and deploy high-accuracy machine learning and deep learning models for tabular data.</td> <td><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_pytorch_autogluon.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/autogluon-ai/model-garden/autogluon" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td>MaMMUT</td> <td>Language, Vision</td> <td>A vision-encoder and text-decoder architecture for multimodal tasks such as visual question answering, image-text retrieval, text-image retrieval, and generation of multimodal embeddings.</td> <td><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_mammut.ipynb">Colab</a><br> <a href="https://console.cloud.google.com/vertex-ai/publishers/google/model-garden/mammut" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> </tbody> </table> </devsite-filter> </div> <h3 id="partner-models" data-text="List of partner models available in Model Garden" tabindex="-1">List of partner models available in Model Garden</h3> <p>Some partner models are offered as managed APIs on Vertex AI Model Garden (also known as <em>model as a service</em>). The following table lists the models that are available from Google partners in Model Garden:</p> <div> <devsite-filter> <input type="text" placeholder="Search keyword"> <table> <thead> <tr> <th style="width:25%">Model name</th> <th style="width:10%">Modality</th> <th>Description</th> <th style="width:15%">Quickstart</th> </tr> </thead> <tbody class="list"> <tr> <td class="style1">Anthropic's Claude 3.5 Sonnet v2</td> <td class="style1">Language</td> <td class="style1">The upgraded Claude 3.5 Sonnet is a state-of-the-art model for real-world software engineering tasks and agentic capabilities. Claude 3.5 Sonnet delivers these advancements at the same price and speed as its predecessor.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/anthropic/model-garden/claude-3-5-sonnet-v2" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Anthropic's Claude 3.5 Haiku</td> <td class="style1">Language</td> <td class="style1">Claude 3.5 Haiku, the next generation of Anthropic's fastest and most cost-effective model, is optimal for use cases where speed and affordability matter.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/anthropic/model-garden/claude-3-5-haiku" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Anthropic's Claude 3 Opus</td> <td class="style1">Language</td> <td class="style1">A powerful AI model, with top-level performance on highly complex tasks. It can navigate open-ended prompts and sight-unseen scenarios with remarkable fluency and human-like understanding.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/anthropic/model-garden/claude-3-opus" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Anthropic's Claude 3 Haiku</td> <td class="style1">Language</td> <td class="style1">Anthropic's fastest vision and text model for near-instant responses to simple queries, meant for seamless AI experiences mimicking human interactions.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/anthropic/model-garden/claude-3-haiku" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Anthropic's Claude 3.5 Sonnet</td> <td class="style1">Language</td> <td class="style1">Claude 3.5 Sonnet outperforms Anthropic's Claude 3 Opus on a wide range of Anthropic's evaluations with the speed and cost of Anthropic's mid-tier model, Claude 3 Sonnet.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/anthropic/model-garden/claude-3-5-sonnet" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Anthropic's Claude 3 Sonnet</td> <td class="style1">Language</td> <td class="style1">A vision and text model that balances performance and speed to process enterprise workloads. It's engineered for a low cost, scaled AI deployments.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/anthropic/model-garden/claude-3-sonnet" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Jamba 1.5 Large (<a href="/products#product-launch-stages">Preview</a>)</td> <td class="style1">Language</td> <td class="style1">AI21 Labs's Jamba 1.5 Large is designed for superior quality responses, high throughput, and competitive pricing compared to other models in its size class.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/ai21/model-garden/jamba-1.5-large" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Jamba 1.5 Mini (<a href="/products#product-launch-stages">Preview</a>)</td> <td class="style1">Language</td> <td class="style1">AI21 Labs's Jamba 1.5 Mini is well balanced across quality, throughput, and low cost.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/ai21/model-garden/jamba-1.5" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Llama 3.2 (<a href="/products#product-launch-stages">Preview</a>)</td> <td class="style1">Language, Vision</td> <td class="style1">A medium-sized 90B multimodal model that can support image reasoning, such as chart and graph analysis as well as image captioning.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/llama3-405b-instruct-maas" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Llama 3.1 (<a href="/products#product-launch-stages">Preview</a>)</td> <td class="style1">Language</td> <td class="style1"> A collection of multilingual LLMs optimized for multilingual dialogue use cases and outperform many of the available open source and closed chat models on common industry benchmarks.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/meta/model-garden/llama3-405b-instruct-maas" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Mistral Large (24.11)</td> <td class="style1">Language</td> <td class="style1">Mistral Large (24.11) is the next version of the Mistral Large (2407) model now with improved reasoning and function calling capabilities.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/mistralai/model-garden/mistral-large-2411" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Mistral Large (2407)</td> <td class="style1">Language</td> <td class="style1">Mistral Large (2407) is Mistral AI's flagship model for text generation. It reaches top-tier reasoning capabilities and can be used for complex multilingual tasks, including text understanding, transformation, and code generation.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/mistralai/model-garden/mistral-large" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Mistral Nemo</td> <td class="style1">Language</td> <td class="style1">Mistral AI's most cost efficient proprietary model. Use Mistral Nemo low-latency workloads and simple tasks that can be done in bulk, such as classification, customer support, and text generation.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/mistralai/model-garden/mistral-nemo" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> <tr> <td class="style1">Codestral</td> <td class="style1">Code</td> <td class="style1">A generative model that is specifically designed and optimized for code generation. You can use Codestral to design advanced AI applications.</td> <td class="style1"><a href="https://console.cloud.google.com/vertex-ai/publishers/mistralai/model-garden/codestral" track-name="consoleLink" track-type="modelCard">Model card</a></td> </tr> </tbody> </table> </devsite-filter> </div> <h2 id="model_testing_and_security" data-text="Model testing and security" tabindex="-1">Model testing and security</h2> <p>Google does thorough testing and benchmarking on the serving and tuning containers that we provide. Active vulnerability scanning is also applied to container artifacts.</p> <p>Third-party models from featured partners undergo model checkpoint scans to ensure authenticity. Third-party models from HuggingFace Hub are scanned directly by HuggingFace, at each commit or when a repository page is visited, for <a href="https://huggingface.co/docs/hub/security-malware">malware</a>, <a href="https://huggingface.co/docs/hub/security-pickle">pickle files</a>, and <a href="https://huggingface.co/docs/hub/security-secrets">secrets</a>. Models with findings from these scans are flagged by HuggingFace. We recommend you perform a thorough review of any flagged model before deploying it within Model Garden.</p> <h2 id="how_to_use_model_cards" data-text="How to use model cards" tabindex="-1">How to use model cards</h2> <p>Click a model card to use the model associated with it. For example, you can click a model card to test prompts, tune a model, create applications, and view code samples.</p> <p>To learn how to use models associated with model cards, click one of the following tabs:</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="test-prompts" data-text=" Test prompts " tabindex="-1"> Test prompts </h3><p>Use the Vertex AI PaLM API model card to test prompts.</p> <ol> <li><p>In the Google Cloud console, go to the <strong>Model Garden</strong> page.</p> <p><a href="https://console.cloud.google.com/vertex-ai/model-garden" target="console" track-name="consoleLink" track-type="tutorial" track-metadata-position="body" class="button button-primary">Go to Model Garden</a> </p></li> <li><p>Find a supported model that you want to test and click <strong>View details</strong>.</p></li> <li><p>Click <strong>Open prompt design</strong>.</p> <p>You're taken to the <strong>Prompt design</strong> page.</p></li> <li><p>In <strong>Prompt</strong>, enter the prompt that you want to test.</p></li> <li><p>Optional: Configure the model parameters.</p></li> <li><p>Click <strong>Submit</strong>.</p></li> </ol></section> <section><h3 id="tune-a-model" data-text=" Tune a model " tabindex="-1"> Tune a model </h3><p>To tune supported models, use a Vertex AI pipeline or a notebook.</p> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="tune-using-a-pipeline" data-text=" Tune using a pipeline " tabindex="-1"> Tune using a pipeline </h3><p>The BERT and T5-FLAN models support model tuning using a pipeline.</p> <ol> <li><p>In the Google Cloud console, go to the <strong>Model Garden</strong> page.</p> <p><a href="https://console.cloud.google.com/vertex-ai/model-garden" target="console" track-name="consoleLink" track-type="tutorial" track-metadata-position="body" class="button button-primary">Go to Model Garden</a> </p></li> <li><p>In <strong>Search models</strong>, enter <strong>BERT</strong> or <strong>T5-FLAN</strong>, then click the magnifying glass to search.</p></li> <li><p>Click <strong>View details</strong> on the <strong>T5-FLAN</strong> or the <strong>BERT</strong> model card.</p></li> <li><p>Click <strong>Open fine-tuning pipeline</strong>.</p> <p>You're taken to the Vertex AI pipelines page.</p></li> <li><p>To start tuning, click <strong>Create run</strong>.</p></li> </ol></section> <section><h3 id="tune-in-a-notebook" data-text=" Tune in a notebook " tabindex="-1"> Tune in a notebook </h3><p>The model cards for most open source foundation models and fine-tunable models support tuning in a notebook.</p> <ol> <li><p>In the Google Cloud console, go to the <strong>Model Garden</strong> page.</p> <p><a href="https://console.cloud.google.com/vertex-ai/model-garden" target="console" track-name="consoleLink" track-type="tutorial" track-metadata-position="body" class="button button-primary">Go to Model Garden</a> </p></li> <li><p>Find a supported model that you want to tune and click <strong>View details</strong>.</p></li> <li><p>Click <strong>Open notebook</strong>.</p></li> </ol></section> </div></section> <section><h3 id="deploy-a-model" data-text=" Deploy a model " tabindex="-1"> Deploy a model </h3><p>You can deploy a model from its model card, such as Stable Diffusion. When deploying a model, you can choose to use a Compute Engine reservation. For more information, see <a href="/vertex-ai/docs/predictions/use-reservations">Use reservations with prediction</a>.</p> <p></p> <ol> <li><p>In the Google Cloud console, go to the <strong>Model Garden</strong> page.</p> <p><a href="https://console.cloud.google.com/vertex-ai/model-garden" target="console" track-name="consoleLink" track-type="tutorial" track-metadata-position="body" class="button button-primary">Go to Model Garden</a> </p></li> <li><p>Find a supported model that you want to deploy, and click its model card.</p></li> <li><p>Click <strong>Deploy</strong> to open the <strong>Deploy model</strong> pane.</p></li> <li><p>In the <strong>Deploy model</strong> pane, specify details for your deployment.</p> <ol> <li>Use or modify the generated model and endpoint names.</li> <li>Select a location to create your model endpoint in.</li> <li>Select a machine type to use for each node of your deployment.</li> <li><p>To use a Compute Engine reservation, under the <strong>Deployment settings</strong> section, select <strong>Advanced</strong>.</p> <p>For the <strong>Reservation type</strong> field, select a reservation type. The reservation must match your specified machine specs.</p> <ul> <li><strong>Automatically use created reservation</strong>: Vertex AI automatically selects an allowed reservation with matching properties. If there's no capacity in the automatically selected reservation, Vertex AI uses the general Google Cloud resource pool.</li> <li><strong>Select specific reservations</strong>: Vertex AI uses a specific reservation. If there's no capacity for your selected reservation, an error is thrown.</li> <li><strong>Don't use</strong> (default): Vertex AI uses the general Google Cloud resource pool. This value has the same effect as not specifying a reservation.</li> </ul></li> </ol></li> <li><p>Click <strong>Deploy</strong>.</p></li> </ol></section> <section><h3 id="view-code-samples" data-text=" View code samples " tabindex="-1"> View code samples </h3><p>Most of the model cards for task-specific solutions models contain code samples that you can copy and test.</p> <ol> <li><p>In the Google Cloud console, go to the <strong>Model Garden</strong> page.</p> <p><a href="https://console.cloud.google.com/vertex-ai/model-garden" target="console" track-name="consoleLink" track-type="tutorial" track-metadata-position="body" class="button button-primary">Go to Model Garden</a> </p></li> <li><p>Find a supported model that you want to view code samples for and click the <strong>Documentation</strong> tab.</p></li> <li><p>The page scrolls to the documentation section with sample code embedded in place.</p></li> </ol></section> <section><h3 id="create-a-vision-app" data-text=" Create a vision app " tabindex="-1"> Create a vision app </h3><p>The model cards for applicable computer vision models support creating a vision application.</p> <ol> <li><p>In the Google Cloud console, go to the <strong>Model Garden</strong> page.</p> <p><a href="https://console.cloud.google.com/vertex-ai/model-garden" target="console" track-name="consoleLink" track-type="tutorial" track-metadata-position="body" class="button button-primary">Go to Model Garden</a> </p></li> <li><p>Find a vision model in the Task specific solutions section that you want to use to create a vision application and click <strong>View details</strong>.</p></li> <li><p>Click <strong>Build app</strong>.</p> <p>You're taken to Vertex AI Vision.</p></li> <li><p>In <strong>Application name</strong>, enter a name for your application and click <strong>Continue</strong>.</p></li> <li><p>Select a billing plan and click <strong>Create</strong>.</p> <p>You're taken to Vertex AI Vision Studio where you can continue creating your computer vision application.</p></li> </ol></section> </div> <h2 id="pricing" data-text="Pricing" tabindex="-1">Pricing</h2> <p>For the open source models in Model Garden, you are charged for use of following on Vertex AI:</p> <ul> <li><strong>Model tuning</strong>: You are charged for the compute resources used at the same rate as custom training. See <a href="/vertex-ai/pricing#custom-trained_models">custom training pricing</a>.</li> <li><strong>Model deployment</strong>: You are charged for the compute resources used to deploy the model to an endpoint. See <a href="/vertex-ai/pricing#prediction-prices">predictions pricing</a>.</li> <li><strong>Colab Enterprise</strong>: See <a href="/colab/pricing">Colab Enterprise pricing</a>.</li> </ul> <h2 id="control_access_to_specific_models" data-text="Control access to specific models" tabindex="-1">Control access to specific models</h2> <p>You can set a <a href="/vertex-ai/generative-ai/docs/control-model-access">Model Garden organization policy</a> at the organization, folder, or project level to control access to specific models in Model Garden. For example, you can allow access to specific models that you've vetted and deny access to all others.</p> <h2 id="whats_next" data-text="What's next" tabindex="-1">What's next</h2> <ul> <li>Learn about <a href="/vertex-ai/generative-ai/docs/learn/responsible-ai">responsible AI best practices and Vertex AI's safety filters</a>.</li> <li>Learn about <a href="/vertex-ai/generative-ai/docs/overview">Generative AI on Vertex AI</a>.</li> <li>Learn how to <a href="/vertex-ai/generative-ai/docs/models/tune-models">tune foundation models</a>. <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Generative AI on Vertex AI" product-id="5164350" bucket="Documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464922260396498922" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" project-feedback-url="https://issuetracker.google.com/issues/new?component=1130925" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/support-hub" > <button> Send feedback </button> </devsite-feedback> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. 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